Erratum

concerning the paper:
A. Kontorovich, Roi Weiss. A Bayes consistent 1-NN classifier. AISTATS 2015.

Lemma 5 is correct as stated but its proof in the conference version is wrong: it assumes continuity of the regression function. The most recent arxiv version has been corrected.